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  1. CASM: A Deep-Learning Approach for Identifying Collective Action Events with Text and Image Data from Social Media

    Protest event analysis is an important method for the study of collective action and social movements and typically draws on traditional media reports as the data source. We introduce collective action from social media (CASM)—a system that uses convolutional neural networks on image data and recurrent neural networks with long short-term memory on text data in a two-stage classifier to identify social media posts about offline collective action. We implement CASM on Chinese social media data and identify more than 100,000 collective action events from 2010 to 2017 (CASM-China).
  2. The Meaning of 'Theory'

    ‘Theory’ is one of the most important words in the lexicon of contemporary sociology. Yet, their ubiquity notwithstanding, it is quite unclear what sociologists mean by the words ‘theory,’ ‘theoretical,’ and ‘theorize.’ I argue that confusions about the meaning of ‘theory’ have brought about undesirable consequences, including conceptual muddles and even downright miscommunication. In this paper I tackle two questions: (a) what does ‘theory’ mean in the sociological language?; and (b) what ought ‘theory’ to mean in the sociological language? I proceed in five stages.

  3. The Purposes of Refugee Education: Policy and Practice of Including Refugees in National Education Systems

    This article explores the understood purposes of refugee education at global, national, and school levels. To do so, we focus on a radical shift in global policy to integrate refugees into national education systems and the processes of vernacularization accompanying its widespread implementation. We use a comparative case study approach; our dataset comprises global policy documents and original interviews (n = 147) and observations in 14 refugee-hosting nation-states.
  4. Collective Social Identity: Synthesizing Identity Theory and Social Identity Theory Using Digital Data

    Identity theory (IT) and social identity theory (SIT) are eminent research programs from sociology and psychology, respectively. We test collective identity as a point of convergence between the two programs. Collective identity is a subtheory of SIT that pertains to activist identification. Collective identity maps closely onto identity theory’s group/social identity, which refers to identification with socially situated identity categories. We propose conceptualizing collective identity as a type of group/social identity, integrating activist collectives into the identity theory model.
  5. Analyzing Meaning in Big Data: Performing a Map Analysis Using Grammatical Parsing and Topic Modeling

    Social scientists have recently started discussing the utilization of text-mining tools as being fruitful for scaling inductively grounded close reading. We aim to progress in this direction and provide a contemporary contribution to the literature. By focusing on map analysis, we demonstrate the potential of text-mining tools for text analysis that approaches inductive but still formal in-depth analysis.
  6. Intersubjectivity, Normativity, and Grammar

    Interactants depend on background knowledge and commonsense inferences to establish and maintain intersubjectivity. This study investigates how the resources of language—or more specifically, of grammar—can be mobilized to address moments when such inferences might risk jeopardizing understanding in lieu of promoting it. While such moments may initially seem to undermine the normative commonsensicality of the particular inference(s) in question, the practice examined here is shown to legitimize those inferences through the very act of setting them aside.

  7. How Do We “Do Gender”? Permeation as Over-Talking and Talking Over

    Gendered expectations are imported from the larger culture to permeate small-group discussions, creating conversational inequalities. Conversational roles also emerge from the negotiated order of group interactions to reflect, reinforce, and occasionally challenge these cultural patterns. The authors provide a new examination of conversational overlaps and interruptions. They show how negotiated conversational roles lead a status distinction (gender) to shape conversational inequality.

  8. Featured Essay: Lost and Saved . . . Again: The Moral Panic about the Loss of Community Takes Hold of Social Media

    Why does every generation believe that relationships were stronger and community better in the recent past? Lamenting about the loss of community, based on a selective perception of the present and an idealization of ‘‘traditional community,’’ dims awareness of powerful inequalities and cleavages that have always pervaded human society and favors deterministic models over a nuanced understanding of how network affordances contribute to different outcomes. Taylor Dotson’s (2017) recent book proposes a broader timeline for the demise of community.
  9. The Role of Social Media in Collective Processes of Place Making: A Study of Two Neighborhood Blogs in Amsterdam

    The wide use of social media has facilitated new social practices that influence place meaning. This paper uses a double case study of two neighborhood blogs in gentrifying communities, to explore the role of social media in sharing place associations and community formation. Drawing on Collins’ theory of interaction ritual chains, this research project investigates how the intertwining of online and offline interaction around the blogs creates interaction chains whereby the place associations of participants in the blog become more aligned, creating an alternative place narrative.

  10. Measuring Social Capital with Twitter within the Electronics and ICT Cluster of the Basque Country

    Social network sites like Twitter enable the creation of virtual environments where online communities are formed around specific topics. Lately, due to their increasing success, these platforms are turning out to be effective for electronic word‐of‐mouth communication since they can be used as another means to spread information and build a network of contacts.